This is an R Markdown document detailing the behavior data analysis.
behavior <- read.csv("../data/01_behaviordata.csv", header = T)
behavior$APA <- factor(behavior$APA, levels = c("Yoked", "Same", "Conflict"))
source("01_behaviorfunctions.R")
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 2 5.3551 0.01005 *
## 31
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 2 0.23 0.7959
## 31
## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 2 0.8582 0.4337
## 31
## Df Sum Sq Mean Sq F value Pr(>F)
## retention$APA 2 31.44 15.718 9.435 0.00063 ***
## Residuals 31 51.64 1.666
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = retention$Time1stEntrLog ~ retention$APA)
##
## $`retention$APA`
## diff lwr upr p adj
## Same-Yoked 2.2196969 0.8577240 3.5816697 0.0010054
## Conflict-Yoked 1.5470339 0.2375238 2.8565440 0.0178203
## Conflict-Same -0.6726629 -2.2162321 0.8709063 0.5378898
## Df Sum Sq Mean Sq F value Pr(>F)
## retention$APA 2 1048.9 524.4 25.33 3.02e-07 ***
## Residuals 31 641.8 20.7
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = retention$NumEntrances ~ retention$APA)
##
## $`retention$APA`
## diff lwr upr p adj
## Same-Yoked -12.161765 -16.963276 -7.360253 0.0000019
## Conflict-Yoked -9.967320 -14.583879 -5.350761 0.0000255
## Conflict-Same 2.194444 -3.247269 7.636158 0.5870227
##
## Call:
## lm(formula = behavior$Time1stEntrLog ~ behavior$APA * behavior$TrainSessionCombo)
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.3532 -0.7696 0.2256 0.9386 3.1523
##
## Coefficients:
## Estimate
## (Intercept) 1.9666
## behavior$APASame -0.9795
## behavior$APAConflict -0.2423
## behavior$TrainSessionComboRetention 1.2497
## behavior$TrainSessionComboRetest 0.2042
## behavior$TrainSessionComboT1 -0.3448
## behavior$TrainSessionComboT2 1.4157
## behavior$TrainSessionComboT3 0.9370
## behavior$TrainSessionComboT4_C1 1.2522
## behavior$TrainSessionComboT5_C2 0.3861
## behavior$TrainSessionComboT6_C3 0.9347
## behavior$APASame:behavior$TrainSessionComboRetention 3.1992
## behavior$APAConflict:behavior$TrainSessionComboRetention 1.7894
## behavior$APASame:behavior$TrainSessionComboRetest 3.6340
## behavior$APAConflict:behavior$TrainSessionComboRetest 3.4683
## behavior$APASame:behavior$TrainSessionComboT1 0.6541
## behavior$APAConflict:behavior$TrainSessionComboT1 0.3512
## behavior$APASame:behavior$TrainSessionComboT2 1.6076
## behavior$APAConflict:behavior$TrainSessionComboT2 0.3632
## behavior$APASame:behavior$TrainSessionComboT3 2.2559
## behavior$APAConflict:behavior$TrainSessionComboT3 2.5333
## behavior$APASame:behavior$TrainSessionComboT4_C1 3.0166
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 -1.9268
## behavior$APASame:behavior$TrainSessionComboT5_C2 1.8714
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 1.7169
## behavior$APASame:behavior$TrainSessionComboT6_C3 2.8489
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 2.4153
## Std. Error
## (Intercept) 0.3419
## behavior$APASame 0.6044
## behavior$APAConflict 0.5812
## behavior$TrainSessionComboRetention 0.4835
## behavior$TrainSessionComboRetest 0.4835
## behavior$TrainSessionComboT1 0.4835
## behavior$TrainSessionComboT2 0.4835
## behavior$TrainSessionComboT3 0.4835
## behavior$TrainSessionComboT4_C1 0.4835
## behavior$TrainSessionComboT5_C2 0.4835
## behavior$TrainSessionComboT6_C3 0.4835
## behavior$APASame:behavior$TrainSessionComboRetention 0.8548
## behavior$APAConflict:behavior$TrainSessionComboRetention 0.8219
## behavior$APASame:behavior$TrainSessionComboRetest 0.8548
## behavior$APAConflict:behavior$TrainSessionComboRetest 0.8219
## behavior$APASame:behavior$TrainSessionComboT1 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT1 0.8219
## behavior$APASame:behavior$TrainSessionComboT2 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT2 0.8219
## behavior$APASame:behavior$TrainSessionComboT3 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT3 0.8219
## behavior$APASame:behavior$TrainSessionComboT4_C1 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 0.8219
## behavior$APASame:behavior$TrainSessionComboT5_C2 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 0.8219
## behavior$APASame:behavior$TrainSessionComboT6_C3 0.8548
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 0.8219
## t value Pr(>|t|)
## (Intercept) 5.752 2.32e-08
## behavior$APASame -1.621 0.106240
## behavior$APAConflict -0.417 0.677014
## behavior$TrainSessionComboRetention 2.584 0.010261
## behavior$TrainSessionComboRetest 0.422 0.673108
## behavior$TrainSessionComboT1 -0.713 0.476354
## behavior$TrainSessionComboT2 2.928 0.003697
## behavior$TrainSessionComboT3 1.938 0.053661
## behavior$TrainSessionComboT4_C1 2.590 0.010110
## behavior$TrainSessionComboT5_C2 0.798 0.425323
## behavior$TrainSessionComboT6_C3 1.933 0.054255
## behavior$APASame:behavior$TrainSessionComboRetention 3.743 0.000221
## behavior$APAConflict:behavior$TrainSessionComboRetention 2.177 0.030305
## behavior$APASame:behavior$TrainSessionComboRetest 4.251 2.90e-05
## behavior$APAConflict:behavior$TrainSessionComboRetest 4.220 3.31e-05
## behavior$APASame:behavior$TrainSessionComboT1 0.765 0.444802
## behavior$APAConflict:behavior$TrainSessionComboT1 0.427 0.669496
## behavior$APASame:behavior$TrainSessionComboT2 1.881 0.061051
## behavior$APAConflict:behavior$TrainSessionComboT2 0.442 0.658932
## behavior$APASame:behavior$TrainSessionComboT3 2.639 0.008778
## behavior$APAConflict:behavior$TrainSessionComboT3 3.082 0.002259
## behavior$APASame:behavior$TrainSessionComboT4_C1 3.529 0.000488
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 -2.344 0.019757
## behavior$APASame:behavior$TrainSessionComboT5_C2 2.189 0.029400
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 2.089 0.037607
## behavior$APASame:behavior$TrainSessionComboT6_C3 3.333 0.000976
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 2.939 0.003571
##
## (Intercept) ***
## behavior$APASame
## behavior$APAConflict
## behavior$TrainSessionComboRetention *
## behavior$TrainSessionComboRetest
## behavior$TrainSessionComboT1
## behavior$TrainSessionComboT2 **
## behavior$TrainSessionComboT3 .
## behavior$TrainSessionComboT4_C1 *
## behavior$TrainSessionComboT5_C2
## behavior$TrainSessionComboT6_C3 .
## behavior$APASame:behavior$TrainSessionComboRetention ***
## behavior$APAConflict:behavior$TrainSessionComboRetention *
## behavior$APASame:behavior$TrainSessionComboRetest ***
## behavior$APAConflict:behavior$TrainSessionComboRetest ***
## behavior$APASame:behavior$TrainSessionComboT1
## behavior$APAConflict:behavior$TrainSessionComboT1
## behavior$APASame:behavior$TrainSessionComboT2 .
## behavior$APAConflict:behavior$TrainSessionComboT2
## behavior$APASame:behavior$TrainSessionComboT3 **
## behavior$APAConflict:behavior$TrainSessionComboT3 **
## behavior$APASame:behavior$TrainSessionComboT4_C1 ***
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 *
## behavior$APASame:behavior$TrainSessionComboT5_C2 *
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 *
## behavior$APASame:behavior$TrainSessionComboT6_C3 ***
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.41 on 279 degrees of freedom
## Multiple R-squared: 0.4816, Adjusted R-squared: 0.4333
## F-statistic: 9.968 on 26 and 279 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = behavior$NumEntrances ~ behavior$APA * behavior$TrainSessionCombo)
##
## Residuals:
## Min 1Q Median 3Q Max
## -12.8824 -3.1176 -0.8529 2.7396 21.7778
##
## Coefficients:
## Estimate
## (Intercept) 31.8824
## behavior$APASame -0.7574
## behavior$APAConflict -0.2157
## behavior$TrainSessionComboRetention -16.4706
## behavior$TrainSessionComboRetest -15.4118
## behavior$TrainSessionComboT1 -10.8235
## behavior$TrainSessionComboT2 -17.4706
## behavior$TrainSessionComboT3 -16.7647
## behavior$TrainSessionComboT4_C1 -16.9412
## behavior$TrainSessionComboT5_C2 -17.7059
## behavior$TrainSessionComboT6_C3 -16.1176
## behavior$APASame:behavior$TrainSessionComboRetention -11.4044
## behavior$APAConflict:behavior$TrainSessionComboRetention -9.7516
## behavior$APASame:behavior$TrainSessionComboRetest -12.3382
## behavior$APAConflict:behavior$TrainSessionComboRetest -14.0327
## behavior$APASame:behavior$TrainSessionComboT1 -13.1765
## behavior$APAConflict:behavior$TrainSessionComboT1 -12.5098
## behavior$APASame:behavior$TrainSessionComboT2 -8.4044
## behavior$APAConflict:behavior$TrainSessionComboT2 -11.6405
## behavior$APASame:behavior$TrainSessionComboT3 -10.9853
## behavior$APAConflict:behavior$TrainSessionComboT3 -12.3464
## behavior$APASame:behavior$TrainSessionComboT4_C1 -9.9338
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 3.7190
## behavior$APASame:behavior$TrainSessionComboT5_C2 -9.7941
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 -7.7386
## behavior$APASame:behavior$TrainSessionComboT6_C3 -10.7574
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 -9.6601
## Std. Error
## (Intercept) 1.1776
## behavior$APASame 2.0818
## behavior$APAConflict 2.0016
## behavior$TrainSessionComboRetention 1.6654
## behavior$TrainSessionComboRetest 1.6654
## behavior$TrainSessionComboT1 1.6654
## behavior$TrainSessionComboT2 1.6654
## behavior$TrainSessionComboT3 1.6654
## behavior$TrainSessionComboT4_C1 1.6654
## behavior$TrainSessionComboT5_C2 1.6654
## behavior$TrainSessionComboT6_C3 1.6654
## behavior$APASame:behavior$TrainSessionComboRetention 2.9441
## behavior$APAConflict:behavior$TrainSessionComboRetention 2.8307
## behavior$APASame:behavior$TrainSessionComboRetest 2.9441
## behavior$APAConflict:behavior$TrainSessionComboRetest 2.8307
## behavior$APASame:behavior$TrainSessionComboT1 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT1 2.8307
## behavior$APASame:behavior$TrainSessionComboT2 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT2 2.8307
## behavior$APASame:behavior$TrainSessionComboT3 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT3 2.8307
## behavior$APASame:behavior$TrainSessionComboT4_C1 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 2.8307
## behavior$APASame:behavior$TrainSessionComboT5_C2 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 2.8307
## behavior$APASame:behavior$TrainSessionComboT6_C3 2.9441
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 2.8307
## t value Pr(>|t|)
## (Intercept) 27.073 < 2e-16
## behavior$APASame -0.364 0.716282
## behavior$APAConflict -0.108 0.914266
## behavior$TrainSessionComboRetention -9.890 < 2e-16
## behavior$TrainSessionComboRetest -9.254 < 2e-16
## behavior$TrainSessionComboT1 -6.499 3.71e-10
## behavior$TrainSessionComboT2 -10.490 < 2e-16
## behavior$TrainSessionComboT3 -10.066 < 2e-16
## behavior$TrainSessionComboT4_C1 -10.172 < 2e-16
## behavior$TrainSessionComboT5_C2 -10.631 < 2e-16
## behavior$TrainSessionComboT6_C3 -9.678 < 2e-16
## behavior$APASame:behavior$TrainSessionComboRetention -3.874 0.000134
## behavior$APAConflict:behavior$TrainSessionComboRetention -3.445 0.000659
## behavior$APASame:behavior$TrainSessionComboRetest -4.191 3.73e-05
## behavior$APAConflict:behavior$TrainSessionComboRetest -4.957 1.24e-06
## behavior$APASame:behavior$TrainSessionComboT1 -4.476 1.11e-05
## behavior$APAConflict:behavior$TrainSessionComboT1 -4.419 1.42e-05
## behavior$APASame:behavior$TrainSessionComboT2 -2.855 0.004631
## behavior$APAConflict:behavior$TrainSessionComboT2 -4.112 5.16e-05
## behavior$APASame:behavior$TrainSessionComboT3 -3.731 0.000231
## behavior$APAConflict:behavior$TrainSessionComboT3 -4.362 1.82e-05
## behavior$APASame:behavior$TrainSessionComboT4_C1 -3.374 0.000845
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 1.314 0.189991
## behavior$APASame:behavior$TrainSessionComboT5_C2 -3.327 0.000997
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 -2.734 0.006661
## behavior$APASame:behavior$TrainSessionComboT6_C3 -3.654 0.000308
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 -3.413 0.000739
##
## (Intercept) ***
## behavior$APASame
## behavior$APAConflict
## behavior$TrainSessionComboRetention ***
## behavior$TrainSessionComboRetest ***
## behavior$TrainSessionComboT1 ***
## behavior$TrainSessionComboT2 ***
## behavior$TrainSessionComboT3 ***
## behavior$TrainSessionComboT4_C1 ***
## behavior$TrainSessionComboT5_C2 ***
## behavior$TrainSessionComboT6_C3 ***
## behavior$APASame:behavior$TrainSessionComboRetention ***
## behavior$APAConflict:behavior$TrainSessionComboRetention ***
## behavior$APASame:behavior$TrainSessionComboRetest ***
## behavior$APAConflict:behavior$TrainSessionComboRetest ***
## behavior$APASame:behavior$TrainSessionComboT1 ***
## behavior$APAConflict:behavior$TrainSessionComboT1 ***
## behavior$APASame:behavior$TrainSessionComboT2 **
## behavior$APAConflict:behavior$TrainSessionComboT2 ***
## behavior$APASame:behavior$TrainSessionComboT3 ***
## behavior$APAConflict:behavior$TrainSessionComboT3 ***
## behavior$APASame:behavior$TrainSessionComboT4_C1 ***
## behavior$APAConflict:behavior$TrainSessionComboT4_C1
## behavior$APASame:behavior$TrainSessionComboT5_C2 ***
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 **
## behavior$APASame:behavior$TrainSessionComboT6_C3 ***
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.856 on 279 degrees of freedom
## Multiple R-squared: 0.7802, Adjusted R-squared: 0.7597
## F-statistic: 38.08 on 26 and 279 DF, p-value: < 2.2e-16
## Response variable: behavior$Time1stEntrLog
## Total response variance: 3.506843
## Analysis based on 306 observations
##
## 26 Regressors:
## Some regressors combined in groups:
## Group behavior$APA : behavior$APASame behavior$APAConflict
## Group behavior$TrainSessionCombo : behavior$TrainSessionComboRetention behavior$TrainSessionComboRetest behavior$TrainSessionComboT1 behavior$TrainSessionComboT2 behavior$TrainSessionComboT3 behavior$TrainSessionComboT4_C1 behavior$TrainSessionComboT5_C2 behavior$TrainSessionComboT6_C3
## Group behavior$APA:behavior$TrainSessionCombo : behavior$APASame:behavior$TrainSessionComboRetention behavior$APAConflict:behavior$TrainSessionComboRetention behavior$APASame:behavior$TrainSessionComboRetest behavior$APAConflict:behavior$TrainSessionComboRetest behavior$APASame:behavior$TrainSessionComboT1 behavior$APAConflict:behavior$TrainSessionComboT1 behavior$APASame:behavior$TrainSessionComboT2 behavior$APAConflict:behavior$TrainSessionComboT2 behavior$APASame:behavior$TrainSessionComboT3 behavior$APAConflict:behavior$TrainSessionComboT3 behavior$APASame:behavior$TrainSessionComboT4_C1 behavior$APAConflict:behavior$TrainSessionComboT4_C1 behavior$APASame:behavior$TrainSessionComboT5_C2 behavior$APAConflict:behavior$TrainSessionComboT5_C2 behavior$APASame:behavior$TrainSessionComboT6_C3 behavior$APAConflict:behavior$TrainSessionComboT6_C3
##
## Relative importance of 3 (groups of) regressors assessed:
## behavior$APA behavior$TrainSessionCombo behavior$APA:behavior$TrainSessionCombo
##
## Proportion of variance explained by model: 48.16%
## Metrics are normalized to sum to 100% (rela=TRUE).
##
## Relative importance metrics:
##
## lmg
## behavior$APA 0.1630560
## behavior$TrainSessionCombo 0.4716985
## behavior$APA:behavior$TrainSessionCombo 0.3652455
##
## Average coefficients for different model sizes:
##
## 1group
## behavior$APASame 1.14134076
## behavior$APAConflict 0.94775358
## behavior$TrainSessionComboRetention 2.47611734
## behavior$TrainSessionComboRetest 1.97736151
## behavior$TrainSessionComboT1 -0.09797554
## behavior$TrainSessionComboT2 1.89005138
## behavior$TrainSessionComboT3 2.13839545
## behavior$TrainSessionComboT4_C1 1.45197804
## behavior$TrainSessionComboT5_C2 1.28088422
## behavior$TrainSessionComboT6_C3 2.24433083
## behavior$APASame:behavior$TrainSessionComboRetention NaN
## behavior$APAConflict:behavior$TrainSessionComboRetention NaN
## behavior$APASame:behavior$TrainSessionComboRetest NaN
## behavior$APAConflict:behavior$TrainSessionComboRetest NaN
## behavior$APASame:behavior$TrainSessionComboT1 NaN
## behavior$APAConflict:behavior$TrainSessionComboT1 NaN
## behavior$APASame:behavior$TrainSessionComboT2 NaN
## behavior$APAConflict:behavior$TrainSessionComboT2 NaN
## behavior$APASame:behavior$TrainSessionComboT3 NaN
## behavior$APAConflict:behavior$TrainSessionComboT3 NaN
## behavior$APASame:behavior$TrainSessionComboT4_C1 NaN
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 NaN
## behavior$APASame:behavior$TrainSessionComboT5_C2 NaN
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 NaN
## behavior$APASame:behavior$TrainSessionComboT6_C3 NaN
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 NaN
## 2groups
## behavior$APASame 1.14134076
## behavior$APAConflict 0.94775358
## behavior$TrainSessionComboRetention 2.47611734
## behavior$TrainSessionComboRetest 1.97736151
## behavior$TrainSessionComboT1 -0.09797554
## behavior$TrainSessionComboT2 1.89005138
## behavior$TrainSessionComboT3 2.13839545
## behavior$TrainSessionComboT4_C1 1.45197804
## behavior$TrainSessionComboT5_C2 1.28088422
## behavior$TrainSessionComboT6_C3 2.24433083
## behavior$APASame:behavior$TrainSessionComboRetention NaN
## behavior$APAConflict:behavior$TrainSessionComboRetention NaN
## behavior$APASame:behavior$TrainSessionComboRetest NaN
## behavior$APAConflict:behavior$TrainSessionComboRetest NaN
## behavior$APASame:behavior$TrainSessionComboT1 NaN
## behavior$APAConflict:behavior$TrainSessionComboT1 NaN
## behavior$APASame:behavior$TrainSessionComboT2 NaN
## behavior$APAConflict:behavior$TrainSessionComboT2 NaN
## behavior$APASame:behavior$TrainSessionComboT3 NaN
## behavior$APAConflict:behavior$TrainSessionComboT3 NaN
## behavior$APASame:behavior$TrainSessionComboT4_C1 NaN
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 NaN
## behavior$APASame:behavior$TrainSessionComboT5_C2 NaN
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 NaN
## behavior$APASame:behavior$TrainSessionComboT6_C3 NaN
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 NaN
## 3groups
## behavior$APASame -0.9795238
## behavior$APAConflict -0.2423279
## behavior$TrainSessionComboRetention 1.2497049
## behavior$TrainSessionComboRetest 0.2042168
## behavior$TrainSessionComboT1 -0.3448374
## behavior$TrainSessionComboT2 1.4156545
## behavior$TrainSessionComboT3 0.9369974
## behavior$TrainSessionComboT4_C1 1.2522443
## behavior$TrainSessionComboT5_C2 0.3860584
## behavior$TrainSessionComboT6_C3 0.9346675
## behavior$APASame:behavior$TrainSessionComboRetention 3.1992207
## behavior$APAConflict:behavior$TrainSessionComboRetention 1.7893619
## behavior$APASame:behavior$TrainSessionComboRetest 3.6340121
## behavior$APAConflict:behavior$TrainSessionComboRetest 3.4683138
## behavior$APASame:behavior$TrainSessionComboT1 0.6540869
## behavior$APAConflict:behavior$TrainSessionComboT1 0.3511788
## behavior$APASame:behavior$TrainSessionComboT2 1.6076399
## behavior$APAConflict:behavior$TrainSessionComboT2 0.3631528
## behavior$APASame:behavior$TrainSessionComboT3 2.2559484
## behavior$APAConflict:behavior$TrainSessionComboT3 2.5333272
## behavior$APASame:behavior$TrainSessionComboT4_C1 3.0165531
## behavior$APAConflict:behavior$TrainSessionComboT4_C1 -1.9268308
## behavior$APASame:behavior$TrainSessionComboT5_C2 1.8714465
## behavior$APAConflict:behavior$TrainSessionComboT5_C2 1.7169449
## behavior$APASame:behavior$TrainSessionComboT6_C3 2.8488735
## behavior$APAConflict:behavior$TrainSessionComboT6_C3 2.4152849